Hexagonal architecture (a.k.a. Ports and Adapters) is a fabulous pattern that has more advantages than the ones for which it has been originally created.
One can think in an orthodox vision that patterns do not evolve. That it is important to keep Alistair Cockburn’s pattern like it was described back in the days.
One can think that some patterns may evolve, that Hexagonal Architecture has more facets than we think. This session will present both the original pattern in detail, and some alternative versions (related to Domain Driven Design).
Session made at Socrates Soltau 2022
https://www.socrates-conference.de/foundations
DDD SoCal: Decompose your monolith: Ten principles for refactoring a monolith...Chris Richardson
This is a talk I gave at DDD SoCal.
1. Make the most of your monolith
2. Adopt microservices for the right reasons
3. It’s not just architecture
4. Get the support of the business
5. Migrate incrementally
6. Know your starting point
7. Begin with the end in mind
8. Migrate high-value modules first
9. Success is improved velocity and reliability
10. If it hurts, don’t do it
A pattern language for microservices - June 2021 Chris Richardson
The microservice architecture is growing in popularity. It is an architectural style that structures an application as a set of loosely coupled services that are organized around business capabilities. Its goal is to enable the continuous delivery of large, complex applications. However, the microservice architecture is not a silver bullet and it has some significant drawbacks.
The goal of the microservices pattern language is to enable software developers to apply the microservice architecture effectively. It is a collection of patterns that solve architecture, design, development and operational problems. In this talk, I’ll provide an overview of the microservice architecture and describe the motivations for the pattern language. You will learn about the key patterns in the pattern language.
Modern CI/CD in the microservices world with KubernetesMikalai Alimenkou
In this talk, we will go through the design process of modern CI/CD for the microservices-based system with Kubernetes support. We will discuss how to verify consistency between microservices, apply different levels of quality gates and promote artifacts between environments. Thanks to Kubernetes we will review different approaches of environment resources optimization for development needs during CI/CD cycles.
Clean architecture - Protecting the DomainVictor Rentea
The goal of architecture is to simplify the most complex parts of your logic. Any other goal should be secondary to this. The problem is that you can’t always anticipate where the complexity of your application will accumulate, especially when confronted with ever-changing requirements. The only way to keep your code simple is to gradually evolve the architecture without adding useless complexity up front, but always looking out for opportunities to break-down and refactor towards the most simple design that solves the problem. Drawing concepts from the Domain-Driven Development mindset, this talk summarizes the most important lessons learned designing and consulting many real-world projects. Along the way, you’ll hear about Value Objects and Entities, DTOs, Dependency Inversion Principle, Facades, the Onion Architecture and many pragmatic tips and tricks immediately applicable to your day-to-day work.
Distributed Transactions is a key concept for Micro Services based Apps and Saga Design Pattern helps out over here. However, developers struggle to shift their mindset from CRUD based design to Event Sourcing / CQRS concept. To solve this problem we are introducing the concept of Event Storming and Event Storming Process map.
The presentation from our online webinar "Design patterns for microservice architecture".
Full video from webinar available here: https://www.youtube.com/watch?v=826aAmG06KM
If you’re a CTO or a Lead Developer and you’re planning to design service-oriented architecture, it’s definitely a webinar tailored to your needs. Adrian Zmenda, our Lead Dev, will explain:
- when microservice architecture is a safe bet and what are some good alternatives
- what are the pros and cons of the most popular design patterns (API Gateway, Backend for Frontend and more)
- how to ensure that the communication between services is done right and what to do in case of connection issues
- why we’ve decided to use a monorepo (monolithic repository)
- what we’ve learned from using the remote procedure call framework gRPC
- how to monitor the efficiency of individual services and whole SOA-based systems.
Developing software for complex & ever-changing business domains is challenging enough, but factor in the need to integrate with multiple legacy systems while working closely with business experts & it can feel a little overwhelming. In EventStorming developers & business experts use sticky notes to map out a story of how the software system behaves given a particular business problem to solve. This improves communication & collaboration, uncovers misunderstandings early, & accelerates deeper domain knowledge. Learn EventStorming rules, how to facilitate an EventStorming workshop, how it can help a team cultivate shared understanding & be more productive, & how it transitions to designing loosely-coupled, distributed, event-based systems.
DDD SoCal: Decompose your monolith: Ten principles for refactoring a monolith...Chris Richardson
This is a talk I gave at DDD SoCal.
1. Make the most of your monolith
2. Adopt microservices for the right reasons
3. It’s not just architecture
4. Get the support of the business
5. Migrate incrementally
6. Know your starting point
7. Begin with the end in mind
8. Migrate high-value modules first
9. Success is improved velocity and reliability
10. If it hurts, don’t do it
A pattern language for microservices - June 2021 Chris Richardson
The microservice architecture is growing in popularity. It is an architectural style that structures an application as a set of loosely coupled services that are organized around business capabilities. Its goal is to enable the continuous delivery of large, complex applications. However, the microservice architecture is not a silver bullet and it has some significant drawbacks.
The goal of the microservices pattern language is to enable software developers to apply the microservice architecture effectively. It is a collection of patterns that solve architecture, design, development and operational problems. In this talk, I’ll provide an overview of the microservice architecture and describe the motivations for the pattern language. You will learn about the key patterns in the pattern language.
Modern CI/CD in the microservices world with KubernetesMikalai Alimenkou
In this talk, we will go through the design process of modern CI/CD for the microservices-based system with Kubernetes support. We will discuss how to verify consistency between microservices, apply different levels of quality gates and promote artifacts between environments. Thanks to Kubernetes we will review different approaches of environment resources optimization for development needs during CI/CD cycles.
Clean architecture - Protecting the DomainVictor Rentea
The goal of architecture is to simplify the most complex parts of your logic. Any other goal should be secondary to this. The problem is that you can’t always anticipate where the complexity of your application will accumulate, especially when confronted with ever-changing requirements. The only way to keep your code simple is to gradually evolve the architecture without adding useless complexity up front, but always looking out for opportunities to break-down and refactor towards the most simple design that solves the problem. Drawing concepts from the Domain-Driven Development mindset, this talk summarizes the most important lessons learned designing and consulting many real-world projects. Along the way, you’ll hear about Value Objects and Entities, DTOs, Dependency Inversion Principle, Facades, the Onion Architecture and many pragmatic tips and tricks immediately applicable to your day-to-day work.
Distributed Transactions is a key concept for Micro Services based Apps and Saga Design Pattern helps out over here. However, developers struggle to shift their mindset from CRUD based design to Event Sourcing / CQRS concept. To solve this problem we are introducing the concept of Event Storming and Event Storming Process map.
The presentation from our online webinar "Design patterns for microservice architecture".
Full video from webinar available here: https://www.youtube.com/watch?v=826aAmG06KM
If you’re a CTO or a Lead Developer and you’re planning to design service-oriented architecture, it’s definitely a webinar tailored to your needs. Adrian Zmenda, our Lead Dev, will explain:
- when microservice architecture is a safe bet and what are some good alternatives
- what are the pros and cons of the most popular design patterns (API Gateway, Backend for Frontend and more)
- how to ensure that the communication between services is done right and what to do in case of connection issues
- why we’ve decided to use a monorepo (monolithic repository)
- what we’ve learned from using the remote procedure call framework gRPC
- how to monitor the efficiency of individual services and whole SOA-based systems.
Developing software for complex & ever-changing business domains is challenging enough, but factor in the need to integrate with multiple legacy systems while working closely with business experts & it can feel a little overwhelming. In EventStorming developers & business experts use sticky notes to map out a story of how the software system behaves given a particular business problem to solve. This improves communication & collaboration, uncovers misunderstandings early, & accelerates deeper domain knowledge. Learn EventStorming rules, how to facilitate an EventStorming workshop, how it can help a team cultivate shared understanding & be more productive, & how it transitions to designing loosely-coupled, distributed, event-based systems.
YOW London - Considering Migrating a Monolith to Microservices? A Dark Energy...Chris Richardson
This is a talk I gave at YOW! London 2022.
Let's imagine that you are responsible for an aging monolithic application that's critical to your business. Sadly, getting changes into production is a painful ordeal that regularly causes outages. And to make matters worse, the application's technology stack is growing increasingly obsolete. Neither the business nor the developers are happy. You need to modernize your application and have read about the benefits of microservices. But is the microservice architecture a good choice for your application?
In this presentation, I describe the dark energy and dark matter forces (a.k.a. concerns) that you must consider when deciding between the monolithic and microservice architectural styles. You will learn about how well each architectural style resolves each of these forces. I describe how to evaluate the relative importance of each of these forces to your application. You will learn how to use the results of this evaluation to decide whether to migrate to the microservice architecture.
CSI – IT2020, IIT Mumbai, October 6th 2017
Computer Society of India, Mumbai Chapter
The presentation focuses on Microservices architecture and the comparison between MicroService with Standard Monolithic Apps and SOA based Apps. It also gives a quick outline of Domain Driven Design, Event Sourcing and CQRS, Functional Reactive Programming and comparison of SAGA pattern with 2 Phase Commit.
http://www.csimumbai.org/it2020-17/index.html
A common microservice architecture anti-pattern is more the merrier. It occurs when an organization team builds an excessively fine-grained architecture, e.g. one service-per-developer. In this talk, you will learn about the criteria that you should consider when deciding service granularity. I'll discuss the downsides of a fine-grained microservice architecture. You will learn how sometimes the solution to a design problem is simply a JAR file.
This is a talk I gave at PLoP 2017 - http://www.hillside.net/plop/2017/index.php?nav=program
The microservice architecture is growing in popularity. It is an architectural style that structures an application as a set of loosely coupled services that are organized around business capabilities. Its goal is to enable the continuous delivery of large, complex applications. However, the microservice architecture is not a silver bullet and it has some significant drawbacks.
The goal of the microservices pattern language is to enable software developers to apply the microservice architecture effectively. It is a collection of patterns that solve architecture, design, development and operational problems. In this talk, I’ll provide an overview of the microservice architecture and describe the motivations for the pattern language. You will learn about the key patterns in the pattern language.
DevOps Transformation at Dynatrace and with DynatraceAndreas Grabner
Presentation given at CMG Boston - April 20th 2017
#1: How to explain DevOps Transformation?
#2: How Dynatrace transformed from 6months waterfall to 1h code deploy
#3: The role of Monitoring in DevOps / CI/CD
#4: Using Dynatrace for your DevOps Transformation
Too often we model processes around the myth of Database Transactions, ofter forgetting what a transaction really means in the real world. This talk shows an easy and cheap approach to use together with EventStorming in order to include User Experience into process modelling
Collecting requirements or understanding a large system seems such a long and demanding activity. We can do al lot better than this: unlimited modelling space and all the key stakeholder in the same room, with some special spice. :-)
Domain-Driven Design has never been so efficient. This is where DDD meets Kanban, TOC and Management 3.0.
I've spent the last years modelling complex businesses and Software Architectures with EventStorming. The original recipe evolved a lot from the initial one. This is EventStorming state of the art.
YOW London - Considering Migrating a Monolith to Microservices? A Dark Energy...Chris Richardson
This is a talk I gave at YOW! London 2022.
Let's imagine that you are responsible for an aging monolithic application that's critical to your business. Sadly, getting changes into production is a painful ordeal that regularly causes outages. And to make matters worse, the application's technology stack is growing increasingly obsolete. Neither the business nor the developers are happy. You need to modernize your application and have read about the benefits of microservices. But is the microservice architecture a good choice for your application?
In this presentation, I describe the dark energy and dark matter forces (a.k.a. concerns) that you must consider when deciding between the monolithic and microservice architectural styles. You will learn about how well each architectural style resolves each of these forces. I describe how to evaluate the relative importance of each of these forces to your application. You will learn how to use the results of this evaluation to decide whether to migrate to the microservice architecture.
CSI – IT2020, IIT Mumbai, October 6th 2017
Computer Society of India, Mumbai Chapter
The presentation focuses on Microservices architecture and the comparison between MicroService with Standard Monolithic Apps and SOA based Apps. It also gives a quick outline of Domain Driven Design, Event Sourcing and CQRS, Functional Reactive Programming and comparison of SAGA pattern with 2 Phase Commit.
http://www.csimumbai.org/it2020-17/index.html
A common microservice architecture anti-pattern is more the merrier. It occurs when an organization team builds an excessively fine-grained architecture, e.g. one service-per-developer. In this talk, you will learn about the criteria that you should consider when deciding service granularity. I'll discuss the downsides of a fine-grained microservice architecture. You will learn how sometimes the solution to a design problem is simply a JAR file.
This is a talk I gave at PLoP 2017 - http://www.hillside.net/plop/2017/index.php?nav=program
The microservice architecture is growing in popularity. It is an architectural style that structures an application as a set of loosely coupled services that are organized around business capabilities. Its goal is to enable the continuous delivery of large, complex applications. However, the microservice architecture is not a silver bullet and it has some significant drawbacks.
The goal of the microservices pattern language is to enable software developers to apply the microservice architecture effectively. It is a collection of patterns that solve architecture, design, development and operational problems. In this talk, I’ll provide an overview of the microservice architecture and describe the motivations for the pattern language. You will learn about the key patterns in the pattern language.
DevOps Transformation at Dynatrace and with DynatraceAndreas Grabner
Presentation given at CMG Boston - April 20th 2017
#1: How to explain DevOps Transformation?
#2: How Dynatrace transformed from 6months waterfall to 1h code deploy
#3: The role of Monitoring in DevOps / CI/CD
#4: Using Dynatrace for your DevOps Transformation
Too often we model processes around the myth of Database Transactions, ofter forgetting what a transaction really means in the real world. This talk shows an easy and cheap approach to use together with EventStorming in order to include User Experience into process modelling
Collecting requirements or understanding a large system seems such a long and demanding activity. We can do al lot better than this: unlimited modelling space and all the key stakeholder in the same room, with some special spice. :-)
Domain-Driven Design has never been so efficient. This is where DDD meets Kanban, TOC and Management 3.0.
I've spent the last years modelling complex businesses and Software Architectures with EventStorming. The original recipe evolved a lot from the initial one. This is EventStorming state of the art.
ABD322_Implementing a Flight Simulator Interface Using AI, Virtual Reality, a...Amazon Web Services
This workshop explores the technology options, architectures, and implementations associated with instrumenting AR, VR, and simulated worlds. Using flight simulation as the primary use case, you learn to consume, process, store, and analyze high velocity telemetry as well as exploring control plane implementations using AWS IoT, AWS Lambda, Amazon Kinesis, and Amazon SNS. This is a hands-on workshop and you need a laptop (tablets are not suitable). You should have a solid understanding of AWS products and Node.js.
Writing iOS apps in Javascript is not a new idea, anymore, at least since companies like Appcelerator (Titanium) built entire business models around corresponding frameworks.
And yet, Apple manages to open up two exciting new possibilities during the WWDC 2013: The release of the JavaScriptCore Framework as a public API on iOS and OS X, as well as the announcement of an Objective-C to Javascript Bridge.
I'd like to talk to you about my experiences with these new bridge-technologies, the new ways in which you can use them and finally present to you my own project; Node.app — a Node.js implementation for iOS.
Building Event Driven (Micro)services with Apache KafkaGuido Schmutz
What is a Microservices architecture and how does it differ from a Service-Oriented Architecture? Should you use traditional REST APIs to bind services together? Or is it better to use a richer, more loosely-coupled protocol? This talk will start with quick recap of how we created systems over the past 20 years and how different architectures evolved from it. The talk will show how we piece services together in event driven systems, how we use a distributed log (event hub) to create a central, persistent history of events and what benefits we achieve from doing so.
Apache Kafka is a perfect match for building such an asynchronous, loosely-coupled event-driven backbone. Events trigger processing logic, which can be implemented in a more traditional as well as in a stream processing fashion. The talk will show the difference between a request-driven and event-driven communication and show when to use which. It highlights how the modern stream processing systems can be used to hold state both internally as well as in a database and how this state can be used to further increase independence of other services, the primary goal of a Microservices architecture.
For the Computer Measurement Group workshop in San Diego November 2013. Also presented to a student class at UC Santa Barbara. What is Cloud Native. Capacity and Performance benchmarks. Cost Optimization Techniques - content co-developed with Jinesh Varia of AWS.
Netflix Play API: Why we built an evolutionary architectureSuudhan Rangarajan
For your next re-architecture, consider building a Evolutionary Architecture, with strong focus on Identity, Type1/Type2 Decisions and Fitness Functions.
This talk goes through the journey of re-architecting one of the most critical services at Netflix.
The scale-up, the autonomy and the nuclear submarineThomas Pierrain
Talk made at DDD Europe, June 9th 2023 (Amsterdam).
Most efficient organizations have autonomous staff as a common ground. Autonomy is a powerful individual driver : who doesn’t love to feel free to define their life, their time and their way of working? When working in a booming and thriving scale-up, autonomy is no longer an option. It is an essential fuel. But is it easy to put in motion?
Through our stories, successes and mistakes, we would like to share with you about this quest for autonomy. We will mainly talk about full-remote, release management, SRE approach, team conflicts and Domain Driven Design. We will also address self-organization, monolith splitting APIS, contracts tests and nuclear submarines.
In the end, lots of tips and tricks to manage to set up a Culture of autonomy that holds up over the long term. In a nutshell: how to prevent your quest for teams’ autonomy from turning into chaos…
La scale-up, l'autonomie et le sous-marin nucléaireThomas Pierrain
La plupart des organisations efficaces ont en commun d’avoir des équipes autonomes. L’autonomie est aussi un moteur individuel puissant : qui n’aime pas se sentir libre de définir sa vie, ses horaires, sa façon de travailler ?
Lorsqu’on travaille dans une scale-up en plein essor et qui grossit de manière exponentielle, l’autonomie n’est plus une option, c’est un carburant indispensable.
Mais est-ce pour autant facile à mettre en oeuvre ?
C’est de cette quête d’autonomie dont nous aimerions vous parler à travers nos histoires, nos réussites et nos erreurs. Nous parlerons de full-remote, de release management, de démarche SRE, de conflits d’équipes et de Domain Driven Design.
On parlera aussi d’auto-organisation, d’APIs de split de monolithe, mais également de sous-marins nucléaires et de contract tests.
Au final, pleins de trucs et astuces pour arriver à mettre en place une Culture de l’autonomie qui tienne la route sur le long terme.
TDD is a game changer. It changed my dev life for good, no doubt. Having made almost all possible errors while practicing it over the years (more than 15 years of TDD practice), I have now ended up since many years with a style that provides me and my teams lots of efficiency and happiness.
A style that Bruno Boucard and myself have called the “outside-in diamond” TDD. Something that help us to easily write both domain-driven, but also "Antifragile" tests.
A session made at DDD Africa
Au-delà de la passion, faire du logiciel pour moi c’est aider les autres à résoudre leurs problèmes. Comment aider les autres si on n’est pas déjà clair soi-même avec sa posture, son métier, ses envies, ses ambitions ou bien ses craintes ? C’est la question que je me suis posé à plusieurs reprises durant ma carrière. Et c’est de cela - et des quelques aides trouvées en route - dont je voudrais vous parler.
Keynote d'ouverture de la conférence d'Alpes Craft 2019 (le 13 juin 2019)
When building an Event Sourcing system, can we change the past? Can we also forecast “events” in the future?
If we want to provide various projections/visions of things that hapenned over the time, what are the consequences and trade-offs on our code?
All these questions will be answered during this talk. But moreover, I'll tell you our learning story about Bi-temporal Event Sourcing. Yet another illustration of the power of modeling, sketches and concrete examples when we need to understand each others.
Coder, c'est de plus en plus façonner le monde. Redéfinir ses contours et certaines interactions que nous pouvons avoir (ou pas) entre nous.
Si certains métiers se sont déjà interrogés par le passé sur leur rôle et leur impact sur la société, il me semble que ces questions d'éthique ne nous traversent pas encore suffisamment dans la sphère des faiseuses et faiseurs de logiciels.
Et si on se posait quelques minutes pour faire le tour de certaines d'entre elles ?
Unmaintainable code, repetitive bugs, time-consuming corrections, depressed teams ... No wonder most of us prefer to start projects from scratch (a.k.a. Greenfield) rather than a Legacy code base (Brownfield). For sure, situations where control has been lost are annoying, even more: exhausting. But what if we were wrong? What if -fully equipped with some refactoring techniques and communication skills- we were able to reverse things and get back control over such situations?
During a session with real live-coding inside, come and discover the tips and tricks from people who prefer to regain control rather than undergo. From people who prefers the hidden opportunities of the legacy to the blank pages of the Greenfield projects. You too, realize it could be fun and join the Legacy Club!
Software Design ... a nice expression, uh? But what does it mean to "design a software"? What are the prerequisites? What are the pitfalls to avoid? As Software Designers we would like to highlight on what makes us build simple, useful and above all effective software. And of course, we will talk about Domain-Driven Design in that journey ;-)
Talk made at http://domain-driven-design.eu/the-art-of-design/
Decouvrir CQRS (sans Event sourcing) par la pratiqueThomas Pierrain
Introduction à CQRS présentée aux MS experiences 2016 (Palais des Congrès) par Thomas PIERRAIN, en compagnie de Bruno BOUCARD, Tomasz JASKULA et Eric VERNIE.
Slides présentés avant un Event Storming géant organisé au MS experiences (Palais des Congrès) par Thomas PIERRAIN, Bruno BOUCARD, Tomasz JASKULA et Eric VERNIE.
https://experiences.microsoft.fr/Event/session/atelier-1-decouvrir-son-sujet-grace-a-levent/2a6658ef-4074-e611-80c3-000d3a2229a6
Introduced by Eric Evans in 2004 via his Blue Book, Domain Driven Design (DDD) has received tremendous positive feedbacks from many developers & communities over the years. On the other hand, we have to admit that DDD has since not been widely used in the trenches or within most of our development projects... How can we explain such failure in its diffusion? Is DDD in itself difficult or is it just the way people used to present it which makes it hard to grasp and inaccessible? Through our various (more or less successful ;-) experiences, we will try to highlight what DDD is using a simple and more accessible approach. The opportunity for us is to show you how helpful it can be for your day-to-day projects. Wouldn't be the perfect time for all of us to ease the DDD onboarding for beginners and to reboot DDD for experts?
Avez-vous déjà eu l'impression de vous être assoupis dans votre carrière, de faire moins de veille qu'à d'autres périodes ? A l'inverse, vous êtes-vous déjà demandé comment sortir du ronron ambiant et "réveiller" vos collègues qui vous semblaient manquer de curiosité et de passion sur un projet ?
Cette courte session vise à vous présenter toutes les formules et astuces qui ont permis à très peu de gens chez nous de réveiller une grosse organisation qui s'endormait sur ses lauriers. Si on a réussi ici -sandwichs à la main- pourquoi pas vous ? Attention: effet contagieux ;-)
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Online aptitude test management system project report.pdfKamal Acharya
The purpose of on-line aptitude test system is to take online test in an efficient manner and no time wasting for checking the paper. The main objective of on-line aptitude test system is to efficiently evaluate the candidate thoroughly through a fully automated system that not only saves lot of time but also gives fast results. For students they give papers according to their convenience and time and there is no need of using extra thing like paper, pen etc. This can be used in educational institutions as well as in corporate world. Can be used anywhere any time as it is a web based application (user Location doesn’t matter). No restriction that examiner has to be present when the candidate takes the test.
Every time when lecturers/professors need to conduct examinations they have to sit down think about the questions and then create a whole new set of questions for each and every exam. In some cases the professor may want to give an open book online exam that is the student can take the exam any time anywhere, but the student might have to answer the questions in a limited time period. The professor may want to change the sequence of questions for every student. The problem that a student has is whenever a date for the exam is declared the student has to take it and there is no way he can take it at some other time. This project will create an interface for the examiner to create and store questions in a repository. It will also create an interface for the student to take examinations at his convenience and the questions and/or exams may be timed. Thereby creating an application which can be used by examiners and examinee’s simultaneously.
Examination System is very useful for Teachers/Professors. As in the teaching profession, you are responsible for writing question papers. In the conventional method, you write the question paper on paper, keep question papers separate from answers and all this information you have to keep in a locker to avoid unauthorized access. Using the Examination System you can create a question paper and everything will be written to a single exam file in encrypted format. You can set the General and Administrator password to avoid unauthorized access to your question paper. Every time you start the examination, the program shuffles all the questions and selects them randomly from the database, which reduces the chances of memorizing the questions.
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Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
HEAP SORT ILLUSTRATED WITH HEAPIFY, BUILD HEAP FOR DYNAMIC ARRAYS.
Heap sort is a comparison-based sorting technique based on Binary Heap data structure. It is similar to the selection sort where we first find the minimum element and place the minimum element at the beginning. Repeat the same process for the remaining elements.
2. Hexagonal
Architecture
& Beyond
building software since 25 years
eXtreme Programmer now dealing with people after
12 years of architecture and change management
currently VP of Engineering @ Agicap in Lyon (scale up)
XP, TDD, DDD, Event Sourcing,
Tech architecture, Reactive Programming
DDD FR organizer
Thomas PIERRAIN (use case driven)
5. HEXAGONAL ARCHITECTURE: ORIGINS
• SMALLTALK PROJECT (MID 90s): To be able
to work 2 weeks without the database
• WEATHER WARNING SYSTEM: To be able to
connect to multiple external systems (http,
telemetry, phone, RSS, db) without changing the
whole software every time
Alistair
Cockburn
7. HEXAGONAL ARCHITECTURE:
ACTUALLY, ONE PATTERN TO…
• Easily switch one technology with another without breaking our core
domain code (like plug-ins)
• Easily develop and test an application in isolation from its eventual run-
time devices and databases
• Have good time to market and fast feedbacks about what is really at stakes
for our users
Alistair
Cockburn
15. “implements”
DOMAIN
INFRASTRUCTURE
« uses »
DEEPLY ASYMMETRICAL
LEFT-SIDE PORTS
TO ENTER OUR DOMAIN
LEFT-SIDE ADAPTERS
TRANSLATE
TECH TO DOMAIN
RIGHT-SIDE ADAPTERS
TRANSLATE DOMAIN TO
TECH
RIGHT-SIDE PORTS FOR
OUR DOMAIN TO
INTERACT WITH OTHERS
« uses »
« uses »
“use”
“implemented by”
16. PORTS ARE CONTRACTS
LEFT-SIDE PORTS
ARE DOMAIN-
DRIVEN
CONTRACTS FOR
OTHERS TO
INTERACT WITH US
DOMAIN
INFRASTRUCTURE
« uses »
RIGHT-SIDE PORTS
ARE DOMAIN-
DRIVEN
CONTRACTS FOR
US TO ASK
SOMETHING TO
SOMEONE ELSE
17. HEXAGONAL “MICRO” SERVICES
@tpierrain (use case driven)
AUDITORIUM
SEATINGS API
SEAT SUGGESTIONS DOMAIN
INFRASTRUCTURE
HTTP
SUGGESTIONS
DB
SEAT SUGGESTIONS API
(in proc)
HTTP
22. AUDITORIUM SEATING
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
23. AUDITORIUM SEATING
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
24. AUDITORIUM SEATING
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
25. AUDITORIUM SEATING
API
SEATS AVAILABILITY
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
“I also need to know
which seats are
already reserved for
show Z”
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
26. AUDITORIUM SEATING
API
SEATS AVAILABILITY
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
“I also need to know
which seats are
already reserved for
show Z”
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
27. AUDITORIUM SEATING
API
SEATS AVAILABILITY
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
“I also need to know
which seats are
already reserved for
show Z”
OUR CORE DOMAIN
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
28. AUDITORIUM SEATING
API
SEATS AVAILABILITY
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
“I also need to know
which seats are
already reserved for
show Z”
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
29. AUDITORIUM SEATING
API
SEATS AVAILABILITY
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
“I also need to know
which seats are
already reserved for
show Z”
“Ok. You can have seats
A1, A2, A3 in pricing tier 1,
C4, C5, C6 in pricing tier 2
…”
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
30. AUDITORIUM SEATING
API
SEATS AVAILABILITY
API
“I need the
auditorium seating
of show Z”
SEATS SUGGESTIONS API
“I also need to know
which seats are
already reserved for
show Z”
“Ok. You can have seats
A1, A2, A3 in pricing tier 1,
C4, C5, C6 in pricing tier 2
…”
SUGGESTING SEATS IN THEATERS
“What seats can you suggest for 3
people wishing to attend the show Z?”
44. OTHER INTENTS #1
• To properly split and protect our domain code from the infrastructure
one
community
45. OTHER INTENTS #2
• To reduce layering and complexity of our “baklava” architectures
community
46. OTHER INTENTS #3
• To postpone architecture decision at the right time (when we
understand the domain & our constraints)
community
47. OTHER INTENTS #4
• To modularize a monolith and get ready for a physical split among
various components/apis/μ services
community
48. AUDITORIUM
LAYOUTS DOMAIN
INFRA
DB
THE HIVE - MODULAR MONOLITH WITH “HEXAGONS” INSIDE
AUDITORIUM
SEATINGS DOMAIN
INFRA
DB
REPOSITORY
(ADAPTER)
SEATS AVAILABILITY
DOMAIN
INFRA
DB
In-Proc
@tpierrain (use case driven) 2.2
SEAT SUGGESTIONS DOMAIN
DB
INFRA
HTTP
In-Proc
In-Proc
SUGGESTI0NS
WEBCONTROLLER
(ADAPTER)
AUDITORIUMSEATINGS
WEBCONTROLLER
(ADAPTER)
INFRA
HTTP
The whole hexagons are
assembled in the same
process.
We are using
“lightweight” & In-Proc
driven adapters that are
making direct memory
calls towards other
hexagons' driver ports
(i.e. driven adapters
calling someone else’s
driver ports).
Modularized monoliths
are very handy for any
refactoring phase.
49. AUDITORIUM
LAYOUTS DOMAIN
INFRA
DB
SEAT SUGGESTIONS DOMAIN
INFRASTRUCTURE
HTTP
THE SPLIT - “MICRO” SERVICES POWERED BY HEXAGONAL ARCHITECTURE
DB
SEAT SUGGESTIONS API
@tpierrain (use case driven)
AUDITORIUM
SEATING DOMAIN
INFRA
DB
REPO
(ADAPTER)
SEATS AVAILABILITY
DOMAIN
INFRA
DB
HTTP
HTTP
HTTP
(in proc)
The next step after a monolith modularization is often to split the various hexagons into dedicated services/APIs.
But beware of the Distributed Monolith pitfall occurring very often when the services/APIs aren’t aligned with (sub) domain
concerns (see. Bounded Contexts from DDD).
IProvideUpToDateAuditoriumSeatings
(driven port)
50. OTHER INTENTS #5
• To adapt not only technologies but also external domain models
community
51. AUDITORIUM
LAYOUTS DOMAIN
INFRA
DB
SEAT SUGGESTIONS DOMAIN
INFRASTRUCTURE
HTTP
HEXAGONAL “HACKED” WITH AN ANTI-CORRUPTION LAYER (ACL) ADAPTER
DB
SEAT SUGGESTIONS API
@tpierrain (use case driven)
SEATS AVAILABILITY
DOMAIN
INFRA
DB
HTTP
HTTP
(in proc)
DB
The AuditoriumSeatings ACL (in green) exposes us ready-to-use Auditorium Seatings for shows. It assembles them from various
external sources/APIs. An Auditorium Seating is the Auditorium Layout for a show, with indications about every current seat
availability.
Interesting option/trade-off when we don’t want to couple our real core domain (i.e. to suggest the best possible seats for
groups of people) with how to infer Auditorium Seatings from various external sources and models.
More about it (Hexagonal or not Hexagonal?) : https://tpierrain.blogspot.com/2020/11/hexagonal-or-not-hexagonal.html
Provides Auditorium layout (Topology)
for a show, but with no information
about seats availabilities
Provides list of already
reserved seats for a show
IProvideUpToDateAuditoriumSeatings
(driven port)
52. AUDITORIUM
LAYOUTS DOMAIN
INFRA
DB
SEAT SUGGESTIONS DOMAIN
INFRASTRUCTURE
HTTP
THE SPLIT - “MICRO” SERVICES POWERED BY HEXAGONAL ARCHITECTURE
DB
SEAT SUGGESTIONS API
@tpierrain (use case driven)
AUDITORIUM
SEATING DOMAIN
INFRA
DB
REPO
(ADAPTER)
SEATS AVAILABILITY
DOMAIN
INFRA
DB
HTTP
HTTP
HTTP
(in proc)
The next step after a monolith modularization is often to split the various hexagons into dedicated services/APIs.
But beware of the Distributed Monolith pitfall occurring very often when the services/APIs aren’t aligned with (sub) domain
concerns (see. Bounded Contexts from DDD).
IProvideUpToDateAuditoriumSeatings
(driven port)
53. HEXAGONAL OR NOT HEXAGONAL?
YES?
An Adapter can be an ACL
I may not want my domain to be
polluted by external models or
upstream organizational changes
NO?
I want to stick to Alistair original
motivations (i.e. technological)
port = only to swap technology
54. HEXAGONAL OR NOT HEXAGONAL?
AND THIS ONE?
Note: an external API is often a
former module extracted from a
modular monolith
Auditorium
Seating API
HTTP
HTTP
55. HEXAGONAL ARCHITECTURE: ONE PATTERN,
MULTIPLE FACETS?
• The technological facet: to easily switch one technology with another
without breaking our core domain code (like plug-ins)
• The testability facet: to easily develop and test an application in isolation
from its eventual run-time devices and databases
• The fast feedback facet: to have good time to market and fast feedbacks
about what is really at stakes for our users
• The tactical DDD facet: to properly split and protect our domain code from the infrastructure one
• The simplicity facet: to reduce layering and complexity of our architectures
• The late architectural decisions facet: to postpone architectural decisions at the right time
• The strategic DDD facet: to adapt not only technologies but also external domain models
• The Refactoring hive facet: to modularize a monolith splitting every Bounded Context into a
hexagon
Community
57. HEXAGONAL OR NOT HEXAGONAL?
YES ?
It’s a multi-facets pattern!
o The technological facet
o The testability facet
o The tactical DDD facet
o The simplicity facet
o The quick feedback facet
o The late architectural
decisions facet
o The strategic DDD facet
http://tpierrain.blogspot.com/2020/11/hexagonal-or-not-hexagonal.html